First, three use cases for lifelong learning are discussed after which the argument is made that lifelong learning in so far as it concerns post-initial education should take place in non-formal context. Learning networks it is claimed are the best context for these kinds of learning. After exploring the notion of a learning network, the constraints for its design are discussed